from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.014 | 0.066 | 0.0 | 0.018 | 1 | 5 | 0.744 | 2.406 | 0.034 | 7.489 | 0.110 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.014 | 0.066 | 0.0 | 0.018 | 1 | 5 | 0.744 | 0.025 | 0.001 | 720.556 | 19.410 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.344 | 0.017 | 0.0 | 0.344 | 1 | 5 | 1.000 | 2.406 | 0.034 | 0.143 | 0.007 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.344 | 0.017 | 0.0 | 0.344 | 1 | 5 | 1.000 | 0.025 | 0.001 | 13.748 | 0.778 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.151 | 0.115 | 0.0 | 0.018 | -1 | 100 | 0.836 | 3.010 | 0.070 | 6.031 | 0.146 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.151 | 0.115 | 0.0 | 0.018 | -1 | 100 | 0.836 | 0.028 | 0.003 | 647.964 | 68.322 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.336 | 0.014 | 0.0 | 0.336 | -1 | 100 | 0.000 | 3.010 | 0.070 | 0.112 | 0.005 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.336 | 0.014 | 0.0 | 0.336 | -1 | 100 | 0.000 | 0.028 | 0.003 | 11.994 | 1.358 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.995 | 0.150 | 0.0 | 0.018 | -1 | 1 | 0.657 | 2.204 | 0.084 | 8.165 | 0.319 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.995 | 0.150 | 0.0 | 0.018 | -1 | 1 | 0.657 | 0.026 | 0.003 | 693.156 | 67.640 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.331 | 0.013 | 0.0 | 0.331 | -1 | 1 | 1.000 | 2.204 | 0.084 | 0.150 | 0.008 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.331 | 0.013 | 0.0 | 0.331 | -1 | 1 | 1.000 | 0.026 | 0.003 | 12.739 | 1.339 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.096 | 0.005 | 0.0 | 0.018 | 1 | 100 | 0.836 | 2.408 | 0.035 | 7.516 | 0.109 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.096 | 0.005 | 0.0 | 0.018 | 1 | 100 | 0.836 | 0.024 | 0.002 | 739.304 | 48.035 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.340 | 0.009 | 0.0 | 0.340 | 1 | 100 | 0.000 | 2.408 | 0.035 | 0.141 | 0.004 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.340 | 0.009 | 0.0 | 0.340 | 1 | 100 | 0.000 | 0.024 | 0.002 | 13.905 | 0.972 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.242 | 0.221 | 0.0 | 0.018 | 1 | 1 | 0.657 | 1.591 | 0.027 | 11.467 | 0.239 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.242 | 0.221 | 0.0 | 0.018 | 1 | 1 | 0.657 | 0.026 | 0.002 | 704.936 | 53.969 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.315 | 0.011 | 0.0 | 0.315 | 1 | 1 | 1.000 | 1.591 | 0.027 | 0.198 | 0.008 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.315 | 0.011 | 0.0 | 0.315 | 1 | 1 | 1.000 | 0.026 | 0.002 | 12.191 | 1.010 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.097 | 0.021 | 0.0 | 0.018 | -1 | 5 | 0.744 | 3.026 | 0.065 | 5.981 | 0.129 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 18.097 | 0.021 | 0.0 | 0.018 | -1 | 5 | 0.744 | 0.029 | 0.003 | 627.899 | 57.309 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.328 | 0.011 | 0.0 | 0.328 | -1 | 5 | 1.000 | 3.026 | 0.065 | 0.108 | 0.004 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.328 | 0.011 | 0.0 | 0.328 | -1 | 5 | 1.000 | 0.029 | 0.003 | 11.374 | 1.108 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.198 | 0.040 | 0.0 | 0.004 | 1 | 5 | 0.883 | 2.142 | 0.041 | 1.960 | 0.041 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.198 | 0.040 | 0.0 | 0.004 | 1 | 5 | 0.883 | 0.003 | 0.000 | 1440.725 | 104.945 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.277 | 0.009 | 0.0 | 0.277 | 1 | 5 | 1.000 | 2.142 | 0.041 | 0.129 | 0.005 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.277 | 0.009 | 0.0 | 0.277 | 1 | 5 | 1.000 | 0.003 | 0.000 | 94.939 | 7.545 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.215 | 0.075 | 0.0 | 0.004 | -1 | 100 | 0.906 | 2.715 | 0.064 | 1.552 | 0.046 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.215 | 0.075 | 0.0 | 0.004 | -1 | 100 | 0.906 | 0.011 | 0.003 | 398.894 | 101.355 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.275 | 0.010 | 0.0 | 0.275 | -1 | 100 | 1.000 | 2.715 | 0.064 | 0.101 | 0.004 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.275 | 0.010 | 0.0 | 0.275 | -1 | 100 | 1.000 | 0.011 | 0.003 | 26.038 | 6.672 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.193 | 0.093 | 0.0 | 0.004 | -1 | 1 | 0.874 | 1.816 | 0.028 | 2.309 | 0.062 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.193 | 0.093 | 0.0 | 0.004 | -1 | 1 | 0.874 | 0.009 | 0.002 | 464.992 | 104.468 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.012 | 0.0 | 0.261 | -1 | 1 | 0.000 | 1.816 | 0.028 | 0.144 | 0.007 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.261 | 0.012 | 0.0 | 0.261 | -1 | 1 | 0.000 | 0.009 | 0.002 | 28.948 | 6.611 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.107 | 0.052 | 0.0 | 0.004 | 1 | 100 | 0.906 | 2.144 | 0.042 | 1.915 | 0.045 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.107 | 0.052 | 0.0 | 0.004 | 1 | 100 | 0.906 | 0.003 | 0.000 | 1443.035 | 158.546 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.020 | 0.0 | 0.276 | 1 | 100 | 1.000 | 2.144 | 0.042 | 0.129 | 0.010 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.276 | 0.020 | 0.0 | 0.276 | 1 | 100 | 1.000 | 0.003 | 0.000 | 96.872 | 12.648 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.129 | 0.051 | 0.0 | 0.004 | 1 | 1 | 0.874 | 1.276 | 0.022 | 3.236 | 0.070 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.129 | 0.051 | 0.0 | 0.004 | 1 | 1 | 0.874 | 0.002 | 0.000 | 1803.555 | 189.793 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.262 | 0.010 | 0.0 | 0.262 | 1 | 1 | 0.000 | 1.276 | 0.022 | 0.205 | 0.009 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.262 | 0.010 | 0.0 | 0.262 | 1 | 1 | 0.000 | 0.002 | 0.000 | 114.355 | 12.777 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.088 | 0.075 | 0.0 | 0.004 | -1 | 5 | 0.883 | 2.715 | 0.067 | 1.505 | 0.046 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 4.088 | 0.075 | 0.0 | 0.004 | -1 | 5 | 0.883 | 0.010 | 0.003 | 395.917 | 112.979 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.256 | 0.016 | 0.0 | 0.256 | -1 | 5 | 1.000 | 2.715 | 0.067 | 0.094 | 0.006 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.256 | 0.016 | 0.0 | 0.256 | -1 | 5 | 1.000 | 0.010 | 0.003 | 24.814 | 7.239 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 205.159 | 0.000 | 0.0 | 0.205 | -1 | 1 | 0.955 | 0.531 | 0.045 | 386.651 | 33.031 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 205.159 | 0.000 | 0.0 | 0.205 | -1 | 1 | 0.955 | 0.004 | 0.001 | 58504.793 | 12398.151 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.973 | 0.322 | 0.0 | 2.973 | -1 | 1 | 1.000 | 0.531 | 0.045 | 5.602 | 0.773 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.973 | 0.322 | 0.0 | 2.973 | -1 | 1 | 1.000 | 0.004 | 0.001 | 847.679 | 201.717 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 222.566 | 0.000 | 0.0 | 0.223 | -1 | 5 | 0.973 | 1.009 | 0.048 | 220.680 | 10.458 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 222.566 | 0.000 | 0.0 | 0.223 | -1 | 5 | 0.973 | 0.005 | 0.002 | 47485.065 | 21592.569 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.926 | 0.202 | 0.0 | 2.926 | -1 | 5 | 1.000 | 1.009 | 0.048 | 2.901 | 0.243 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.926 | 0.202 | 0.0 | 2.926 | -1 | 5 | 1.000 | 0.005 | 0.002 | 624.274 | 287.112 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 225.490 | 0.000 | 0.0 | 0.225 | 1 | 5 | 0.973 | 1.641 | 0.029 | 137.448 | 2.450 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 225.490 | 0.000 | 0.0 | 0.225 | 1 | 5 | 0.973 | 0.002 | 0.001 | 118868.819 | 33655.051 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.903 | 0.110 | 0.0 | 2.903 | 1 | 5 | 1.000 | 1.641 | 0.029 | 1.770 | 0.074 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.903 | 0.110 | 0.0 | 2.903 | 1 | 5 | 1.000 | 0.002 | 0.001 | 1530.460 | 437.155 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 248.023 | 0.000 | 0.0 | 0.248 | -1 | 100 | 0.969 | 3.362 | 0.064 | 73.776 | 1.403 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 248.023 | 0.000 | 0.0 | 0.248 | -1 | 100 | 0.969 | 0.008 | 0.001 | 31165.963 | 5126.639 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.942 | 0.182 | 0.0 | 2.942 | -1 | 100 | 1.000 | 3.362 | 0.064 | 0.875 | 0.057 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.942 | 0.182 | 0.0 | 2.942 | -1 | 100 | 1.000 | 0.008 | 0.001 | 369.674 | 64.947 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 245.788 | 0.000 | 0.0 | 0.246 | 1 | 100 | 0.969 | 5.642 | 0.080 | 43.561 | 0.617 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 245.788 | 0.000 | 0.0 | 0.246 | 1 | 100 | 0.969 | 0.006 | 0.002 | 44589.360 | 12417.081 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.944 | 0.101 | 0.0 | 2.944 | 1 | 100 | 1.000 | 5.642 | 0.080 | 0.522 | 0.019 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.944 | 0.101 | 0.0 | 2.944 | 1 | 100 | 1.000 | 0.006 | 0.002 | 534.009 | 149.839 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 252.221 | 0.000 | 0.0 | 0.252 | 1 | 1 | 0.955 | 0.868 | 0.023 | 290.411 | 7.758 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 252.221 | 0.000 | 0.0 | 0.252 | 1 | 1 | 0.955 | 0.002 | 0.000 | 159000.362 | 38075.287 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.958 | 0.202 | 0.0 | 2.958 | 1 | 1 | 1.000 | 0.868 | 0.023 | 3.406 | 0.250 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.958 | 0.202 | 0.0 | 2.958 | 1 | 1 | 1.000 | 0.002 | 0.000 | 1864.943 | 464.364 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.003 | 0.0 | 0.000 | -1 | 1 | 0.888 | 0.028 | 0.002 | 1.478 | 0.135 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.041 | 0.003 | 0.0 | 0.000 | -1 | 1 | 0.888 | 0.003 | 0.001 | 14.131 | 3.817 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.028 | 0.002 | 0.213 | 0.030 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 1 | 1.000 | 0.003 | 0.001 | 2.034 | 0.590 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.044 | 0.002 | 0.0 | 0.000 | -1 | 5 | 0.912 | 0.032 | 0.003 | 1.381 | 0.150 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.044 | 0.002 | 0.0 | 0.000 | -1 | 5 | 0.912 | 0.003 | 0.000 | 14.795 | 2.472 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.032 | 0.003 | 0.181 | 0.030 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 5 | 1.000 | 0.003 | 0.000 | 1.945 | 0.407 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.049 | 0.004 | 0.0 | 0.000 | 1 | 5 | 0.912 | 0.028 | 0.002 | 1.788 | 0.218 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.049 | 0.004 | 0.0 | 0.000 | 1 | 5 | 0.912 | 0.001 | 0.000 | 66.070 | 22.363 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.028 | 0.002 | 0.214 | 0.030 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 5 | 1.000 | 0.001 | 0.000 | 7.904 | 2.729 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.068 | 0.005 | 0.0 | 0.000 | -1 | 100 | 0.898 | 0.047 | 0.007 | 1.443 | 0.240 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.068 | 0.005 | 0.0 | 0.000 | -1 | 100 | 0.898 | 0.003 | 0.001 | 20.294 | 6.575 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.047 | 0.007 | 0.126 | 0.026 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | -1 | 100 | 1.000 | 0.003 | 0.001 | 1.772 | 0.611 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.064 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.898 | 0.042 | 0.007 | 1.513 | 0.268 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.064 | 0.004 | 0.0 | 0.000 | 1 | 100 | 0.898 | 0.001 | 0.000 | 72.562 | 16.466 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.042 | 0.007 | 0.139 | 0.034 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.001 | 0.0 | 0.006 | 1 | 100 | 1.000 | 0.001 | 0.000 | 6.679 | 1.876 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.888 | 0.023 | 0.001 | 1.918 | 0.138 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.045 | 0.002 | 0.0 | 0.000 | 1 | 1 | 0.888 | 0.001 | 0.000 | 58.496 | 16.784 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.002 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.023 | 0.001 | 0.244 | 0.066 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.006 | 0.002 | 0.0 | 0.006 | 1 | 1 | 1.000 | 0.001 | 0.000 | 7.433 | 2.893 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | n_iter | mean_duration | std_duration | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.537 | 0.027 | 0.001 | 0.001 | 0.832 | 0.195 | 0.007 | 2.754 | 0.168 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 300 | 0.537 | 0.027 | 0.001 | 0.001 | 0.832 | 0.024 | 0.003 | 22.085 | 2.595 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.424 | 0.017 | 0.000 | 0.424 | 1.000 | 0.195 | 0.007 | 2.171 | 0.112 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 300 | 0.424 | 0.017 | 0.000 | 0.424 | 1.000 | 0.024 | 0.003 | 17.406 | 1.965 | See | See |